Journal articles

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Chloé Adam, Antoine Aliotti, Fragkiskos Malliaros, Paul-Henry Cournède. Dynamic monitoring of software use with recurrent neural networks. Data and Knowledge Engineering, 2020, 125, pp.101781. ⟨10.1016/j.datak.2019.101781⟩. ⟨hal-02520120⟩

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Alessandro Benfenati, Francesco Bonacci, Tarik Bourouina, Hugues Talbot. Efficient position estimation of 3D fluorescent spherical beads in confocal microscopy via Poisson denoising. Journal of Mathematical Imaging and Vision, 2020, 63 (1), pp.56-72. ⟨10.1007/s10851-020-00994-1⟩. ⟨hal-02150316v5⟩

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Alessandro Benfenati, Emilie Chouzenoux, Jean-Christophe Pesquet. Proximal approaches for matrix optimization problems: Application to robust precision matrix estimation. Signal Processing, 2020, 169, ⟨10.1016/j.sigpro.2019.107417⟩. ⟨hal-02422403⟩

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Carla Bertocchi, Emilie Chouzenoux, Marie-Caroline Corbineau, Jean-Christophe Pesquet, Marco Prato. Deep Unfolding of a Proximal Interior Point Method for Image Restoration. Inverse Problems, In press, ⟨10.1088/1361-6420/ab460a⟩. ⟨hal-01943475v4⟩

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Guillaume Chassagnon, Maria Vakalopoulou, Alexis Régent, Evangelia Zacharaki, Galit Aviram, et al.. Deep Learning–based Approach for Automated Assessment of Interstitial Lung Disease in Systemic Sclerosis on CT Images. Radiology: Artificial Intelligence, 2020, 2 (4), pp.e190006. ⟨10.1148/ryai.2020190006⟩. ⟨hal-03133250⟩

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Guillaume Chassagnon, Maria Vakalopoulou, Nikos Paragios, Marie-Pierre Revel. Artificial intelligence applications for thoracic imaging. European Journal of Radiology, 2020, 123, pp.108774. ⟨10.1016/j.ejrad.2019.108774⟩. ⟨hal-02422501⟩

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Afef Cherni, Emilie Chouzenoux, Laurent Duval, Jean-Christophe Pesquet. SPOQ lp-Over-lq Regularization for Sparse Signal Recovery applied to Mass Spectrometry. IEEE Transactions on Signal Processing, 2020, 68, pp.6070--6084. ⟨10.1109/TSP.2020.3025731⟩. ⟨hal-02454518⟩

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Emilie Chouzenoux, Marie-Caroline Corbineau, Jean-Christophe Pesquet. A Proximal Interior Point Algorithm with Applications to Image Processing. Journal of Mathematical Imaging and Vision, 2020, Special Issue on Memory of Mila Nikolova, 62 (6-7), p.919-940. ⟨10.1007/s10851-019-00916-w⟩. ⟨hal-02120005v2⟩

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Patrick L Combettes, Jean-Christophe Pesquet. Lipschitz Certificates for Layered Network Structures Driven by Averaged Activation Operators. SIAM Journal on Mathematics of Data Science, 2020, ⟨10.1137/19M1272780⟩. ⟨hal-02428111v2⟩

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Patrick L Combettes, Jean-Christophe Pesquet. Deep Neural Network Structures Solving Variational Inequalities *. Set-Valued and Variational Analysis, In press, ⟨10.1007/s11228-019-00526-z⟩. ⟨hal-02425025⟩

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Théo Estienne, Marvin Lerousseau, Maria Vakalopoulou, Emilie Alvarez Andres, Enzo Battistella, et al.. Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation. Frontiers in Computational Neuroscience, 2020, Multimodal Brain Tumor Segmentation and Beyond, ⟨10.3389/fncom.2020.00017⟩. ⟨hal-02974826⟩

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Eloïse Grossiord, Nicolas Passat, Hugues Talbot, Benoît Naegel, Salim Kanoun, et al.. Shaping for PET image analysis. Pattern Recognition Letters, 2020, 131, pp.307-313. ⟨10.1016/j.patrec.2020.01.017⟩. ⟨hal-02155801⟩

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Pooja Gupta, Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia. DeConFuse: a deep convolutional transform-based unsupervised fusion framework. EURASIP Journal on Advances in Signal Processing, 2020, 26, ⟨10.1186/s13634-020-00684-5⟩. ⟨hal-02888888⟩

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Baptiste Kas, Hugues Talbot, Roberto Ferrara, Colombe Richard, Jean-Philippe Lamarque, et al.. Clarification of Definitions of Hyperprogressive Disease During Immunotherapy for Non–Small Cell Lung Cancer. JAMA oncology, 2020, 6 (7), pp.1039. ⟨10.1001/jamaoncol.2020.1634⟩. ⟨hal-03144929⟩

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Nathalie Lassau, Imad Bousaid, Emilie Chouzenoux, Jean-Philippe Lamarque, Benoit Charmettant, et al.. Three artificial intelligence data challenges based on CT and MRI. Diagnostic and Interventional Imaging, In press, ⟨10.1016/j.diii.2020.03.006⟩. ⟨hal-02921345⟩

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Sylvain Lempereur, Arnim Jenett, Elodie Machado, Ignacio Arganda-Carreras, Matthieu Simion, et al.. Automated segmentation of thick confocal microscopy 3D images for the measurement of white matter volumes in zebrafish brains. Mathematical Morphology - Theory and Applications, 2020, 4 (1), pp.31-45. ⟨10.1515/mathm-2020-0100⟩. ⟨hal-03144939⟩

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Shaobo Luo, Yi Zhang, Kim Truc Nguyen, Shilun Feng, Yuzhi Shi, et al.. Machine Learning-Based Pipeline for High Accuracy Bioparticle Sizing. Micromachines, 2020, 11 (12), pp.1084. ⟨10.3390/mi11121084⟩. ⟨hal-03144923⟩

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Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia. Deeply Transformed Subspace Clustering. Signal Processing, 2020, 174, pp.107628. ⟨10.1016/j.sigpro.2020.107628⟩. ⟨hal-03066160⟩

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Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux. Transformed Subspace Clustering. IEEE Transactions on Knowledge and Data Engineering, In press, ⟨10.1109/TKDE.2020.2969354⟩. ⟨hal-03066170⟩

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Arthur Marmin, Anna Jezierska, Marc Castella, Jean-Christophe Pesquet. Global optimization for recovery of clipped signals corrupted with Poisson-Gaussian noise. IEEE Signal Processing Letters, 2020, 27, pp.970-974. ⟨10.1109/lsp.2020.2998699⟩. ⟨hal-02877910⟩

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Yosra Marnissi, Emilie Chouzenoux, Amel Benazza-Benyahia, Jean-Christophe Pesquet. Majorize-Minimize Adapted Metropolis-Hastings Algorithm. IEEE Transactions on Signal Processing, 2020, 68, pp.2356 - 2369. ⟨10.1109/TSP.2020.2983150⟩. ⟨hal-01909153v2⟩

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Antoine Marot, Benjamin Donnot, Camilo Romero, Luca Veyrin-Forrer, Marvin Lerousseau, et al.. Learning to run a power network challenge for training topology controllers. Electric Power Systems Research, 2020, 189, pp.106635. ⟨10.1016/j.epsr.2020.106635⟩. ⟨hal-03159692⟩

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Aanchal Mongia, Neha Jhamb, Emilie Chouzenoux, Angshul Majumdar. Deep latent factor model for collaborative filtering. Signal Processing, 2020, 169, pp.107366. ⟨10.1016/j.sigpro.2019.107366⟩. ⟨hal-02373934⟩

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Nora Ouzir, Esa Ollila, Sergiy Vorobyov. Data-Adaptive Similarity Measures for B-mode Ultrasound Images Using Robust Noise Models. IEEE Journal of Selected Topics in Signal Processing, 2020, 14 (6), pp.1244-1254. ⟨10.1109/JSTSP.2020.3001829⟩. ⟨hal-03675039⟩

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George Panagopoulos, Fragkiskos D. Malliaros, Michalis Vazirgiannis. Multi-task Learning for Influence Estimation and Maximization. IEEE Transactions on Knowledge and Data Engineering, 2020, ⟨10.1109/TKDE.2020.3040028⟩. ⟨hal-03088930⟩

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Shalini Sharma, Angshul Majumdar, Víctor Elvira, Emilie Chouzenoux. Blind Kalman Filtering for Short-term Load Forecasting. IEEE Transactions on Power Systems, 2020, 35 (6), pp.4916-4919. ⟨hal-02921322⟩

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Roger Sun, Nora Sundahl, Markus Hecht, Florian Putz, Andrea Lancia, et al.. Radiomics to predict outcomes and abscopal response of patients with cancer treated with immunotherapy combined with radiotherapy using a validated signature of CD8 cells. Journal for Immunotherapy of Cancer, 2020, 8 (2), pp.e001429. ⟨10.1136/jitc-2020-001429⟩. ⟨hal-03133258⟩

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Conference papers

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Abdulkadir Çelikkanat, Fragkiskos D. Malliaros. Exponential Family Graph Embeddings. AAAI 2020 - Thirty-Fourth AAAI Conference on Artificial Intelligence, Feb 2020, New York, United States. ⟨hal-03088917⟩

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Mathieu Chalvidal, Emilie Chouzenoux. Block distributed 3MG algorithm and its application to 3D image restoration. ICIP 2020 - 27th IEEE International Conference on Image Processing, Oct 2020, Abu Dhabi, United Arab Emirates. ⟨hal-02943655⟩

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Emilie Chouzenoux, Víctor Elvira. Graphem: EM Algorithm for Blind Kalman Filtering Under Graphical Sparsity Constraints. ICASSP 2020 - 45th International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, Spain. pp.5840-5844, ⟨10.1109/ICASSP40776.2020.9053646⟩. ⟨hal-03066208⟩

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Tassnim Dardouri, Mounir Kaaniche, Amel Benazza-Benyahia, Jean-Christophe Pesquet. Optimized Lifting Scheme Based on a Dynamical Fully Connected Network for Image Coding. ICIP 2020 - The 27th IEEE International Conference on Image Processing, Oct 2020, Virtual, United Arab Emirates. ⟨10.1109/ICIP40778.2020.9191292⟩. ⟨hal-03139684⟩

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Mathilde Galinier, Marco Prato, Emilie Chouzenoux, Jean-Christophe Pesquet. A hybrid interior point - deep learning approach for Poisson image deblurring. MLSP 2020 - IEEE International Workshop on Machine Learning for Signal Processing, Sep 2020, Espoo, Finland. 6p. ⟨hal-03647254⟩

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Claire Lefort, Emilie Chouzenoux, Laetitia Magnol, Henri Massias, Jean-Christophe Pesquet. Multi-parametric 3D-point-spread function estimation in deep multiphoton microscopy with an original computational strategy dedicated to the reconstruction of muscle images. SPIE Photonics Europe 2020, Apr 2020, Online Only, United States. ⟨10.1117/12.2554742⟩. ⟨hal-02566520⟩

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Marvin Lerousseau, Maria Vakalopoulou, Marion Classe, Julien Adam, Enzo Battistella, et al.. Weakly Supervised Multiple Instance Learning Histopathological Tumor Segmentation. MICCAI 2020 - Medical Image Computing and Computer Assisted Intervention, Oct 2020, Lima, Peru. pp.470-479, ⟨10.1007/978-3-030-59722-1_45⟩. ⟨hal-03133239⟩

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Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia. Deep Convolutional Transform Learning. ICONIP 2020 - 27th International Conference on Neural Information Processing, Nov 2020, Bangkok, Thailand. ⟨hal-02943652⟩

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Arthur Marmin, Marc Castella, Jean-Christophe Pesquet. Robust reconstruction with nonconvex subset constraints: a polynomial optimization approach. MLSP 2020 - IEEE 30th international workshop on Machine Learning for Signal Processing, Sep 2020, Espoo (online), Finland. pp.1-6, ⟨10.1109/MLSP49062.2020.9231524⟩. ⟨hal-02977062⟩

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Arthur Marmin, Marc Castella, Jean-Christophe Pesquet. A moment-based approach for guaranteed tensor decomposition. ICASSP 2020 - 45th International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, Spain. pp.3927-3931, ⟨10.1109/icassp40776.2020.9054186⟩. ⟨hal-02654329⟩

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Arthur Marmin, Marc Castella, Jean-Christophe Pesquet. Globally optimizing owing to tensor decomposition. EUSIPCO 2020 - 28th European Signal Processing Conference, Jan 2020, Amsterdam, Netherlands. pp.990-994, ⟨10.23919/Eusipco47968.2020.9287511⟩. ⟨hal-03040027⟩

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Ana Neacsu, Jean-Christophe Pesquet, Corneliu Burileanu. Accuracy-Robustness Trade-Off for Positively Weighted Neural Networks. ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, France. pp.8389-8393, ⟨10.1109/ICASSP40776.2020.9053803⟩. ⟨hal-03140282⟩

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Thanh Xuan Nguyen, Giovanni Chierchia, Laurent Najman, Aku Venhola, Caroline Haigh, et al.. CGO: Multiband Astronomical Source Detection With Component-Graphs. ICIP 2020 - IEEE International Conference on Image Processing, Oct 2020, Abu Dhabi, United Arab Emirates. pp.16-20, ⟨10.1109/ICIP40778.2020.9191276⟩. ⟨hal-03132048⟩

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Nora Leïla Ouzir, Esa Ollila, Sergiy A Vorobyov. Robust Registration of Multi-modal Medical Images Using Huber’s Criterion. Asilomar Conference on Signals, Systems, and Computers, Oct 2020, Pacific Grove, United States. ⟨10.1109/IEEECONF51394.2020.9443321⟩. ⟨hal-03130227⟩

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George Panagopoulos, Fragkiskos D. Malliaros, Michalis Vazirgiannis. Influence Maximization using Influence and Susceptibility Embeddings. ICWSM 2020 - 14th International Conference on Web and Social Media, Jun 2020, Atlanta / Virtual, United States. ⟨hal-03088909⟩

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Vivien Robert, Hugues Talbot. Does Super-Resolution Improve OCR Performance in the Real World ? A Case Study on Images of Receipts. ICIP 2020 - IEEE International Conference on Image Processing, Oct 2020, Abu Dhabi, United Arab Emirates. pp.548-552, ⟨10.1109/ICIP40778.2020.9191067⟩. ⟨hal-03144925⟩

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Mihir Sahasrabudhe, Stergios Christodoulidis, Roberto Salgado, Stefan Michiels, Sherene Loi, et al.. Self-supervised Nuclei Segmentation in Histopathological Images Using Attention. MICCAI 2020 - International Conference on Medical Image Computing and Computer-Assisted Intervention, Oct 2020, Lima, Peru. pp.393-402, ⟨10.1007/978-3-030-59722-1_38⟩. ⟨hal-03087006⟩

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Marion Savanier, Cyril Riddell, Yves Trousset, Emilie Chouzenoux, Jean-Christophe Pesquet. A Matched CBCT Projector-Backprojector Based on the Convolution of B-splines. CT Meeting 2020 - 6th International Conference on Image Formation in X-Ray Computed Tomography, Aug 2020, Regensburg (virtual), Germany. ⟨hal-03140763⟩

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Maissa Sghaier, Emilie Chouzenoux, Jean-Christophe Pesquet, Serge Muller. A New Spatially Adaptive TV Regularization for Digital Breast Tomosynthesis. ISBI 2020 - International Symposium on Biomedical Imaging, Apr 2020, Iowa City, United States. ⟨hal-03066217⟩

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Konstantinos Skianis, Fragkiskos D. Malliaros, Nikolaos Tziortziotis, Michalis Vazirgiannis. Boosting Tricks for Word Mover's Distance. ICANN 2020 - 29th International Conference on Artificial Neural Networks, Sep 2020, Bratislava, Slovakia. ⟨hal-03088924⟩

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Matthieu Terris, Audrey Repetti, Jean-Christophe Pesquet, Yves Wiaux. Building firmly nonexpansive convolutional neural networks. ICASSP 2020 - IEEE International Conference on Acoustics, Speech and Signal Processing, May 2020, Barcelona, Spain. pp.8658-8662. ⟨hal-03139360⟩

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Sagar Verma, Nicolas Henwood, Marc Castella, Al Kassem Jebai, Jean-Christophe Pesquet. Neural networks based speed-torque estimators for induction motors and performance metrics. IECON 2020 - 46th Annual Conference of the IEEE Industrial Electronics Society, Oct 2020, Singapore, Singapore. pp.495-500, ⟨10.1109/IECON43393.2020.9255236⟩. ⟨hal-02907937⟩

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Sagar Verma, Nicolas Henwood, Marc Castella, François Malrait, Jean-Christophe Pesquet. Modeling electrical motor dynamics using encoder-decoder with recurrent skip connection. AAAI 2020 - 34th AAAI conference on artificial intelligence, Feb 2020, New York, United States. pp.1387-1394. ⟨hal-02484188⟩

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Reports

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Emilie Chouzenoux, Jean-Christophe Pesquet, Cyril Riddell, Marion Savanier, Yves Trousset. Convergence of Proximal Gradient Algorithm in the Presence of Adjoint Mismatch. [Research Report] CentraleSupélec. 2020. ⟨hal-02961431⟩

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Nathalie Lassau, Samy Ammari, Emilie Chouzenoux, Hugo Gortais, Paul Herent, et al.. AI-based multi-modal integration (ScanCov scores) of clinical characteristics, lab tests and chest CTs improves COVID-19 outcome prediction of hospitalized patients. [Research Report] Inria Saclay Ile de France. 2020. ⟨hal-02586111v3⟩

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Theses

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Arthur Marmin. Rational models optimized exactly for solving signal processing problems. Signal and Image processing. Université Paris-Saclay, 2020. English. ⟨NNT : 2020UPASG017⟩. ⟨tel-03099312⟩

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Mihir Sahasrabudhe. Unsupervised and weakly supervised deep learning methods for computer vision and medical imaging. Computer Vision and Pattern Recognition [cs.CV]. Université Paris-Saclay, 2020. English. ⟨NNT : 2020UPASC010⟩. ⟨tel-02899888v3⟩

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Maissa Sghaier. Clinical-task based reconstruction in Digital Breast Tomosynthesis. Signal and Image processing. Université Paris-Saclay, 2020. English. ⟨NNT : 2020UPASG040⟩. ⟨tel-03163854v2⟩

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Preprints, Working Papers, ...

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Théo Estienne, Maria Vakalopoulou, Enzo Battistella, Alexandre Carré, Théophraste Henry, et al.. Deep learning based registration using spatial gradients and noisy segmentation labels. 2020. ⟨hal-02974930⟩

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Pooja Gupta, Jyoti Maggu, Angshul Majumdar, Emilie Chouzenoux, Giovanni Chierchia. DeConFuse: A Deep Convolutional Transform based Unsupervised Fusion Framework. 2020. ⟨hal-02461768⟩

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Mihir Sahasrabudhe, Pierre Sujobert, Evangelia I Zacharaki, Eugénie Maurin, Béatrice Grange, et al.. Deep Multi-Instance Learning Using Multi-Modal Data for Diagnosis of Lymphocytosis. 2020. ⟨hal-03032875⟩

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